{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "728156d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# week13补课练习\n",
    "* 招聘网站（不限）\n",
    "> 1.找到api数据的接口\n",
    "> 2.发送请求，请求到指定区域、职位的数据\n",
    "> 3.下载数据，存放到excel中\n",
    "> 4.数据分析：做该职位的地区分布（地图） 职业分布 职位标签（工作要求），学历要求\n",
    "> 5.数据分析补充待"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3bec8fc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#BOSS直聘"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "fb81faa8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'code': 37, 'message': '您的访问行为异常.', 'zpData': {'name': '7e3ddfae', 'seed': 'QvYKKatMfwGWqwv5Jw0lFVIb39EFDxJAbeaAyHyzd9A=', 'ts': 1685078055453}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E6%96%B0%E5%AA%92%E4%BD%93%E8%BF%90%E8%90%A5&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30\"\n",
    "\n",
    "payload = {\n",
    "    \"query\": \"新媒体运营\",\n",
    "    \"city\": \"101280100\",\n",
    "    \"experience\": \"\", \n",
    "    \"payType\": \"\", \n",
    "    \"partTime\": \"\", \n",
    "    \"degree\": \"\", \n",
    "    \"industry\":\"\", \n",
    "    \"scale\": \"\", \n",
    "    \"stage\": \"\", \n",
    "    \"position\":\"\", \n",
    "    \"jobType\":\"\", \n",
    "    \"salary\":\"\", \n",
    "    \"multiBusinessDistrict\": \"\", \n",
    "    \"multiSubway\": \"\", \n",
    "    \"page\": 1,\n",
    "    \"pageSize\": 30\n",
    "}\n",
    "\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/93.0.4577.63 Safari/537.36',\n",
    "    'Referer': 'https://www.zhipin.com/web/geek/job?query=%E6%96%B0%E5%AA%92%E4%BD%93%E8%BF%90%E8%90%A5&city=101280100',\n",
    "    'Cookie': 'lastCity=101280100; wbb_state=state; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1634406651; __g=-; __l=l=%2Fwww.zhipin.com%2Fweb%2Fgeek%2Fjob%3Fquery%3D%25E7%2594%25A8%25E6%2588%25B7%25E5%2588%2586%25E6%259E%2590%26city%3D101280100&r=&g=&s=3&friend_source=0&s=3&friend_source=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1634406672'\n",
    "}\n",
    "\n",
    "r = session.get(url, headers=headers, params=payload)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "43bf428e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#智联招聘"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "ba901350",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'hasAppliedPosition': False, 'industryName': '房地产开发与经营', 'internshipMonths': 0, 'isNewPosition': 0, 'jobId': 40440898008, 'jobSummary': '1、2023届高校应届毕业生，本科及以上学历；2、具备极强的沟通能力、创新能力及抗压能力、良好的学习与适应能力； 3、思维敏捷、条理清晰、团队合作精神强，有较好的服务意识； 4、擅长信息收集和数据分析，具备一定的文案功底。', 'liveCard': None, 'matchInfo': {'icon': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_jd_recommend.png?w=156&h=54&r=3', 'matched': 1, 'tagState': 0}, 'menVipLevel': 0, 'name': '2023届管培生', 'needMajor': [], 'number': 'CCL1241576830J40440898008', 'orgBestEmployerFlag': 0, 'orgPayedFlag': 0, 'organizer': True, 'positionCommercialLabel': [{'type': 2, 'typeName': '网申', 'typeShowLabel': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3'}], 'positionExpandCardData': '', 'positionExpandCardType': 0, 'positionHighlight': '', 'positionOfNlp': 1, 'positionSourceType': 2, 'positionSourceTypeUrl': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3', 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'http://img09.zhaopin.cn/2012/other/mobile/position/list/hr_88.png', 'hrJob': '人事经理', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1116872443, 'lastOnlineTime': 0, 'staffName': 'HR'}, 'streetId': 0, 'streetName': '', 'subJobTypeLevel': '8000100010000', 'subJobTypeLevelName': '储备干部', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 0, 'welfareLabel': [], 'workCity': '南京', 'workDateType': '', 'workMode': '', 'workType': '全职', 'workingExp': '不限'}, {'alreadyCallPhone': False, 'applyType': '1', 'campusRootOrgInfo': None, 'canBeRegular': False, 'canRemoteInternship': False, 'cardCustomJson': '', 'cardType': 1, 'chatWindow': 1, 'cityDistrict': '', 'cityId': '489', 'companyId': 1121747, 'companyLogo': 'http://campusimage.zhaopin.com/CompanyLogo/20180314/2018031420000145134983.jpg', 'companyName': '中交四航局', 'companyNumber': 'XY000896329D90000007000', 'companyRootId': 89632, 'companyScaleTypeTagsNew': [], 'companySize': '1000-9999人', 'companyUrl': 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'2023-05-22 08:55:32', 'recallSign': {'gMethod': 'config-position_search-position_campus_query-default-c_optimize_0506', 'gParam': 'query-ps-campus-query-1', 'gQuery': 'query-ps-campus-query-1', 'gSort': 'query-ps-campus-query-1', 'gSource': 'solr.source_position_query', 'gWeight': 1}, 'recruitNumber': 1, 'redirectUrl': '', 'redirectable': False, 'rpoProxied': False, 'rpoProxy': False, 'salary60': '1万-1.5万', 'salaryCount': '', 'salaryReal': '10000-15000', 'salaryType': 1, 'settlementType': '', 'showDistance': 0, 'skillLabel': [], 'staffCard': {'authenticationState': 0, 'avatar': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/hr_88.png', 'hrJob': '人事经理', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1169516797, 'lastOnlineTime': 0, 'staffName': 'HR'}, 'streetId': 0, 'streetName': '', 'subJobTypeLevel': '12000200230000', 'subJobTypeLevelName': '量化研究', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 0, 'welfareLabel': [], 'workCity': '深圳', 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'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3'}], 'positionExpandCardData': '', 'positionExpandCardType': 0, 'positionHighlight': '', 'positionOfNlp': 1, 'positionSourceType': 2, 'positionSourceTypeUrl': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3', 'positionURL': 'https://xiaoyuan.zhaopin.com/job/CC000505567J00101382855?from=sz', 'positionUrl': 'https://xiaoyuan.zhaopin.com/job/CC000505567J00101382855?from=sz', 'property': '股份制企业', 'propertyCode': '8', 'propertyType': '', 'propertyTypeUrl': '', 'provideInternshipCertificate': False, 'proxyModel': {'proxiedOrgName': '', 'proxiedOrgSize': '', 'recruitPosition': 0}, 'publishTime': '2023-05-24 17:48:26', 'recallSign': {'gMethod': 'config-position_search-position_campus_query-default-c_optimize_0506', 'gParam': 'query-ps-campus-query-1', 'gQuery': 'query-ps-campus-query-1', 'gSort': 'query-ps-campus-query-1', 'gSource': 'solr.source_position_query', 'gWeight': 1}, 'recruitNumber': 40, 'redirectUrl': '', 'redirectable': False, 'rpoProxied': False, 'rpoProxy': False, 'salary60': '面议', 'salaryCount': '', 'salaryReal': '0-0', 'salaryType': 1, 'settlementType': '', 'showDistance': 0, 'skillLabel': [], 'staffCard': {'authenticationState': 0, 'avatar': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/hr_88.png', 'hrJob': '人事经理', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1127227960, 'lastOnlineTime': 0, 'staffName': 'HR'}, 'streetId': 0, 'streetName': '', 'subJobTypeLevel': '8000100030000', 'subJobTypeLevelName': '管培生/培训生', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 0, 'welfareLabel': [], 'workCity': '北京', 'workDateType': '', 'workMode': '', 'workType': '全职', 'workingExp': '不限'}], 'majorHaveJd': False, 'method': 'config-position_search-position_campus_query-default-c_optimize_0506', 'methodGroup': 'config-position_search-position_campus_query-default', 'modularState': 1, 'nullException': 'success', 'purposeOptimize': None, 'studyMajor': '', 'typeSearch': 0}, 'statusCode': 200, 'statusDescription': '成功', 'taskId': 'f152cf123be34bdba111e870cb16d0c3'}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "url = \"https://xiaoyuan.zhaopin.com/api/sou?S_SOU_FULL_INDEX=%E6%96%B0%E5%AA%92%E4%BD%93&S_SOU_POSITION_SOURCE_TYPE=&pageIndex=1&S_SOU_POSITION_TYPE=4&S_SOU_WORK_CITY=763&S_SOU_JD_INDUSTRY_LEVEL=&S_SOU_COMPANY_TYPE=&S_SOU_REFRESH_DATE=&order=&pageSize=30&_v=0.39404964&at=5d068b211f8d469badf1297556b500cf&rt=f152e7ecdf574a258a57ce3a55edf6d3&cityId=&jobTypeId=&jobSource=&industryId=&companyTypeId=&dateSearchTypeId=&x-zp-page-request-id=18d2c048d8b744a3894a7ab57c7cfe39-1685078027417-677467&x-zp-client-id=f913c5fd-ee20-4b5c-adcd-71af8e99e880\"\n",
    "payload = {\n",
    "    \"S_SOU_FULL_INDEX\": \"新媒体\",\n",
    "    \"S_SOU_POSITION_SOURCE_TYPE\": \"\",\n",
    "    \"pageIndex\": 1,\n",
    "    \"S_SOU_POSITION_TYPE\": 4,\n",
    "    \"S_SOU_WORK_CITY\": 763,\n",
    "    \"S_SOU_JD_INDUSTRY_LEVEL\":\"\" ,\n",
    "    \"S_SOU_COMPANY_TYPE\":\"\", \n",
    "    \"S_SOU_REFRESH_DATE\":\"\", \n",
    "    \"order\": 12,\n",
    "    \"pageSize\": 30,\n",
    "    \"_v\": 0.41606864,\n",
    "    \"at\": \"5d068b211f8d469badf1297556b500cf\",\n",
    "    \"rt\": \"f152e7ecdf574a258a57ce3a55edf6d3\",\n",
    "    \"x-zp-page-request-id\": \"386a8edfbcef4362abdd5b95022aa5d8-1685046889536-476606\",\n",
    "    \"x-zp-client-id\": \"f913c5fd-ee20-4b5c-adcd-71af8e99e880\"\n",
    "}\n",
    "\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/93.0.4577.63 Safari/537.36',\n",
    "    'Referer': 'https://xiaoyuan.zhaopin.com/search/index?jn=4&kw=%E6%96%B0%E5%AA%92%E4%BD%93%E8%BF%90%E8%90%A5&cts=763&pg=1',\n",
    "    'Cookie': 'urlfrom=121113803; urlfrom2=121113803; adfbid=0; adfbid2=0; x-zp-client-id=f913c5fd-ee20-4b5c-adcd-71af8e99e880; sajssdk_2015_cross_new_user=1; sensorsdata2015jssdkchannel=%7B%22prop%22%3A%7B%22_sa_channel_landing_url%22%3A%22%22%7D%7D; zp_passport_deepknow_sessionId=c19a6f72s65e73467f8d56e63e76e193af2a; at=5d068b211f8d469badf1297556b500cf; rt=f152e7ecdf574a258a57ce3a55edf6d3; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%221141779745%22%2C%22first_id%22%3A%22188549e374879c-0b18b8da90d2238-26031a51-921600-188549e374926e%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E4%BB%98%E8%B4%B9%E5%B9%BF%E5%91%8A%E6%B5%81%E9%87%8F%22%2C%22%24latest_search_keyword%22%3A%22%E6%99%BA%E8%81%94%E6%8B%9B%E8%81%98%22%2C%22%24latest_referrer%22%3A%22https%3A%2F%2Fwww.baidu.com%2Fother.php%22%2C%22%24latest_utm_source%22%3A%22baidupcpz%22%2C%22%24latest_utm_medium%22%3A%22cpt%22%7D%2C%22identities%22%3A%22eyIkaWRlbnRpdHlfY29va2llX2lkIjoiMTg4NTQ5ZTM3NDg3OWMtMGIxOGI4ZGE5MGQyMjM4LTI2MDMxYTUxLTkyMTYwMC0xODg1NDllMzc0OTI2ZSIsIiRpZGVudGl0eV9sb2dpbl9pZCI6IjExNDE3Nzk3NDUifQ%3D%3D%22%2C%22history_login_id%22%3A%7B%22name%22%3A%22%24identity_login_id%22%2C%22value%22%3A%221141779745%22%7D%2C%22%24device_id%22%3A%22188549e374879c-0b18b8da90d2238-26031a51-921600-188549e374926e%22%7D; acw_tc=2760829f16850468656212575ea058862b93c9cd9d3857efa6924ea89287fb',\n",
    "}\n",
    "\n",
    "try:\n",
    "    r = session.get(url, headers=headers, params=payload)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "\n",
    "    # example: print the number of job postings returned\n",
    "    print(response_data)\n",
    "\n",
    "except Exception as e:\n",
    "    print(f\"Error occurred: {e}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "95265efa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3', 'positionURL': 'https://xiaoyuan.zhaopin.com/job/CC000832536J00101754856?from=sz', 'positionUrl': 'https://xiaoyuan.zhaopin.com/job/CC000832536J00101754856?from=sz', 'property': '国企', 'propertyCode': '1', 'propertyType': '', 'propertyTypeUrl': '', 'provideInternshipCertificate': False, 'proxyModel': {'proxiedOrgName': '', 'proxiedOrgSize': '', 'recruitPosition': 0}, 'publishTime': '2023-05-26 00:44:41', 'recallSign': {'gMethod': 'config-position_search-position_campus_query-default-c_optimize_0506', 'gParam': 'query-ps-campus-query-1', 'gQuery': 'query-ps-campus-query-1', 'gSort': 'query-ps-campus-query-1', 'gSource': 'solr.source_position_query', 'gWeight': 1}, 'recruitNumber': 1, 'redirectUrl': '', 'redirectable': False, 'rpoProxied': False, 'rpoProxy': False, 'salary60': '1千-2千', 'salaryCount': '', 'salaryReal': '1000-2000', 'salaryType': 1, 'settlementType': '', 'showDistance': 0, 'skillLabel': [], 'staffCard': {'authenticationState': 0, 'avatar': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/hr_88.png', 'hrJob': '人事经理', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1086498801, 'lastOnlineTime': 0, 'staffName': 'HR'}, 'streetId': 0, 'streetName': '', 'subJobTypeLevel': '5000300190000', 'subJobTypeLevelName': '直播运营', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 0, 'welfareLabel': [], 'workCity': '广州', 'workDateType': '', 'workMode': '', 'workType': '实习', 'workingExp': '不限'}, {'alreadyCallPhone': False, 'applyType': '1', 'campusRootOrgInfo': None, 'canBeRegular': False, 'canRemoteInternship': False, 'cardCustomJson': '', 'cardType': 1, 'chatWindow': 1, 'cityDistrict': '', 'cityId': '763', 'companyId': 1324457, 'companyLogo': 'https://xycy-file.zhaopin.com/cpms-static/node-zpms-front/product/2022/12/26/9/56/0cdcd03750864a3f9ebd98498c20c53b_az%20logo.jpg', 'companyName': '阿斯利康', 'companyNumber': 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'organizer': False, 'positionCommercialLabel': [{'type': 2, 'typeName': '网申', 'typeShowLabel': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3'}], 'positionExpandCardData': '', 'positionExpandCardType': 0, 'positionHighlight': '', 'positionOfNlp': 1, 'positionSourceType': 2, 'positionSourceTypeUrl': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3', 'positionURL': 'https://xiaoyuan.zhaopin.com/job/CC000536412J00101760827?from=sz', 'positionUrl': 'https://xiaoyuan.zhaopin.com/job/CC000536412J00101760827?from=sz', 'property': '外商独资', 'propertyCode': '2', 'propertyType': '', 'propertyTypeUrl': '', 'provideInternshipCertificate': False, 'proxyModel': {'proxiedOrgName': '', 'proxiedOrgSize': '', 'recruitPosition': 0}, 'publishTime': '2023-04-18 15:26:45', 'recallSign': {'gMethod': 'config-position_search-position_campus_query-default-c_optimize_0506', 'gParam': 'query-ps-campus-query-1', 'gQuery': 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{'icon': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_jd_recommend.png?w=156&h=54&r=3', 'matched': 1, 'tagState': 0}, 'menVipLevel': 0, 'name': '（线上在家）兼职 /全职皆可 日均304 不露脸主播', 'needMajor': [], 'number': 'CCL1409098460J40416450610', 'orgBestEmployerFlag': 0, 'orgPayedFlag': 0, 'organizer': False, 'positionCommercialLabel': [{'type': 2, 'typeName': '网申', 'typeShowLabel': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3'}], 'positionExpandCardData': '', 'positionExpandCardType': 0, 'positionHighlight': '', 'positionOfNlp': 1, 'positionSourceType': 2, 'positionSourceTypeUrl': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3', 'positionURL': 'https://xiaoyuan.zhaopin.com/job/CC000745174J00101809206?from=sz', 'positionUrl': 'https://xiaoyuan.zhaopin.com/job/CC000745174J00101809206?from=sz', 'property': '民营', 'propertyCode': '5', 'propertyType': '', 'propertyTypeUrl': '', 'provideInternshipCertificate': False, 'proxyModel': {'proxiedOrgName': '', 'proxiedOrgSize': '', 'recruitPosition': 0}, 'publishTime': '2023-05-25 17:08:38', 'recallSign': {'gMethod': 'config-position_search-position_campus_query-default-c_optimize_0506', 'gParam': 'query-ps-campus-query-1', 'gQuery': 'query-ps-campus-query-1', 'gSort': 'query-ps-campus-query-1', 'gSource': 'solr.source_position_query', 'gWeight': 1}, 'recruitNumber': 10, 'redirectUrl': '', 'redirectable': False, 'rpoProxied': False, 'rpoProxy': False, 'salary60': '300-600/天', 'salaryCount': '', 'salaryReal': '300-600', 'salaryType': 2, 'settlementType': '', 'showDistance': 0, 'skillLabel': [], 'staffCard': {'authenticationState': 0, 'avatar': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/hr_88.png', 'hrJob': '人事经理', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1145607005, 'lastOnlineTime': 0, 'staffName': 'HR'}, 'streetId': 0, 'streetName': '', 'subJobTypeLevel': '4000200050000', 'subJobTypeLevelName': '主播', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 5, 'welfareLabel': [], 'workCity': '广州', 'workDateType': '', 'workMode': '', 'workType': '实习', 'workingExp': '不限'}, {'alreadyCallPhone': False, 'applyType': '1', 'campusRootOrgInfo': None, 'canBeRegular': False, 'canRemoteInternship': False, 'cardCustomJson': '', 'cardType': 1, 'chatWindow': 1, 'cityDistrict': '', 'cityId': '489', 'companyId': 1205757, 'companyLogo': 'http://campusimage.zhaopin.com/CompanyLogo/20200817/20200817112530037991890.jpg', 'companyName': '英威腾', 'companyNumber': 'XY000325395D90000011000', 'companyRootId': 32539, 'companyScaleTypeTagsNew': ['已上市'], 'companySize': '1000-9999人', 'companyUrl': 'https://xiaoyuan.zhaopin.com/company/CC000325395?from=sz', 'deliveryPath': '', 'displayPhoneNumber': False, 'distance': 0, 'distanceFormat': '', 'education': '本科', 'extensions': None, 'feedOperation': None, 'feedPosition': None, 'hasAppliedPosition': False, 'industryName': '电子/半导体/集成电路', 'internshipMonths': 8, 'isNewPosition': 0, 'jobId': 40306369007, 'jobSummary': '岗位要求：1、本科及以上在读，电气类、自动化类相关专业，2024届优先；2、有较好的沟通能力和组织协调能力，担任学生就业助理、社团干部及相关学生干部优先。你将获得：1、免费夏令营活动体验机会(含住宿、交通报销等)；2、津贴、推荐签约奖励、精美定制礼品；3、面试直通卡及获得offer的机会；4、暑期实习机会；5、拓展人脉资源,提升管理沟通能力。工作职责：1、在社群和朋友圈推广和传播我司的招聘信息；2...', 'liveCard': None, 'matchInfo': {'icon': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_jd_recommend.png?w=156&h=54&r=3', 'matched': 1, 'tagState': 0}, 'menVipLevel': 0, 'name': '校园大使', 'needMajor': [], 'number': 'CC134263690J40306369007', 'orgBestEmployerFlag': 0, 'orgPayedFlag': 0, 'organizer': False, 'positionCommercialLabel': [{'type': 2, 'typeName': '网申', 'typeShowLabel': 'http://img09.zhaopin.cn/2012/other/mobile/position/list/icon_school_job.png?w=45&h=45&r=3'}], 'positionExpandCardData': '', 'positionExpandCardType': 0, 'positionHighlight': '', 'positionOfNlp': 0, 'positionSourceType': 2, 'positionSourceTypeUrl': 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'skillLabel': [{'state': 0, 'value': '专业拍摄'}, {'state': 0, 'value': '后期剪辑'}], 'staffCard': {'authenticationState': 0, 'avatar': 'https://rd5-public.zhaopin.cn/imgs/avatar_f2.png?x-oss-process=image/resize,l_240/rotate,0', 'hrJob': 'HR', 'hrOnlineIocState': 0, 'hrOnlineState': '', 'id': 1157021213, 'lastOnlineTime': 0, 'staffName': '黄女士'}, 'streetId': 44011214, 'streetName': '联和', 'subJobTypeLevel': '5000200060000', 'subJobTypeLevelName': '新媒体运营', 'tagABC': '', 'tradingArea': '', 'volcanoMeterial': None, 'weeklyInternshipDays': 3, 'welfareLabel': [], 'workCity': '广州', 'workDateType': '', 'workMode': '', 'workType': '实习', 'workingExp': '无经验'}], 'majorHaveJd': False, 'method': 'config-position_search-position_campus_query-default-c_optimize_0506', 'methodGroup': 'config-position_search-position_campus_query-default', 'modularState': 1, 'nullException': 'success', 'purposeOptimize': None, 'studyMajor': '', 'typeSearch': 0}, 'statusCode': 200, 'statusDescription': '成功', 'taskId': 'fd69df10a4934f1c8dc9c3ce70a7fc28'}}\n"
     ]
    }
   ],
   "source": [
    "#获取翻页数据\n",
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(5):\n",
    "    payload['pageIndex']=i\n",
    "    r = requests.get(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['list'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "67d70d0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[    alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       " 0              False         1              None         False   \n",
       " 1              False         1              None         False   \n",
       " 2              False         1              None         False   \n",
       " 3              False         1              None         False   \n",
       " 4              False         1              None          True   \n",
       " 5              False         1              None         False   \n",
       " 6              False         1              None         False   \n",
       " 7              False         1              None         False   \n",
       " 8              False         1              None         False   \n",
       " 9              False         1              None          True   \n",
       " 10             False         1              None         False   \n",
       " 11             False         1              None          True   \n",
       " 12             False         1              None         False   \n",
       " 13             False         1              None         False   \n",
       " 14             False         1              None          True   \n",
       " 15             False         1              None         False   \n",
       " 16             False         1              None          True   \n",
       " 17             False         1              None         False   \n",
       " 18             False         1              None          True   \n",
       " 19             False         1              None          True   \n",
       " 20             False         1              None          True   \n",
       " 21             False         1              None          True   \n",
       " 22             False         1              None         False   \n",
       " 23             False         1              None         False   \n",
       " 24             False         1              None          True   \n",
       " 25             False         1              None          True   \n",
       " 26             False         1              None         False   \n",
       " 27             False         1              None         False   \n",
       " 28             False         1              None          True   \n",
       " 29             False         1              None         False   \n",
       " \n",
       "     canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       " 0                 False                        1           1           天河   \n",
       " 1                 False                        1           1                \n",
       " 2                 False                        1           1                \n",
       " 3                 False                        1           1                \n",
       " 4                 False                        1           1           海珠   \n",
       " 5                 False                        1           1           黄埔   \n",
       " 6                 False                        1           1           天河   \n",
       " 7                 False                        1           1                \n",
       " 8                  True                        1           1           天河   \n",
       " 9                 False                        1           1           天河   \n",
       " 10                False                        1           1           天河   \n",
       " 11                False                        1           1           白云   \n",
       " 12                False                        1           1                \n",
       " 13                False                        1           1           海珠   \n",
       " 14                False                        1           1           越秀   \n",
       " 15                False                        1           1           天河   \n",
       " 16                 True                        1           1                \n",
       " 17                False                        1           1                \n",
       " 18                False                        1           1           海珠   \n",
       " 19                False                        1           1           天河   \n",
       " 20                False                        1           1           越秀   \n",
       " 21                False                        1           1           天河   \n",
       " 22                False                        1           1                \n",
       " 23                False                        1           1           天河   \n",
       " 24                False                        1           1                \n",
       " 25                False                        1           1           番禺   \n",
       " 26                False                        1           1           天河   \n",
       " 27                False                        1           1                \n",
       " 28                 True                        1           1           天河   \n",
       " 29                False                        1           1           黄埔   \n",
       " \n",
       "    cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       " 0     763  ...  solr.source_position_query                  1   \n",
       " 1     763  ...  solr.source_position_query                  1   \n",
       " 2     763  ...  solr.source_position_query                  1   \n",
       " 3     489  ...  solr.source_position_query                  1   \n",
       " 4     763  ...  solr.source_position_query                  1   \n",
       " 5     763  ...  solr.source_position_query                  1   \n",
       " 6     763  ...  solr.source_position_query                  1   \n",
       " 7     763  ...  solr.source_position_query                  1   \n",
       " 8     763  ...  solr.source_position_query                  1   \n",
       " 9     763  ...  solr.source_position_query                  1   \n",
       " 10    763  ...  solr.source_position_query                  1   \n",
       " 11    763  ...  solr.source_position_query                  1   \n",
       " 12    763  ...  solr.source_position_query                  1   \n",
       " 13    763  ...  solr.source_position_query                  1   \n",
       " 14    763  ...  solr.source_position_query                  1   \n",
       " 15    763  ...  solr.source_position_query                  1   \n",
       " 16    763  ...  solr.source_position_query                  1   \n",
       " 17    763  ...  solr.source_position_query                  1   \n",
       " 18    763  ...  solr.source_position_query                  1   \n",
       " 19    763  ...  solr.source_position_query                  1   \n",
       " 20    763  ...  solr.source_position_query                  1   \n",
       " 21    763  ...  solr.source_position_query                  1   \n",
       " 22    763  ...  solr.source_position_query                  1   \n",
       " 23    763  ...  solr.source_position_query                  1   \n",
       " 24    763  ...  solr.source_position_query                  1   \n",
       " 25    763  ...  solr.source_position_query                  1   \n",
       " 26    763  ...  solr.source_position_query                  1   \n",
       " 27    763  ...  solr.source_position_query                  1   \n",
       " 28    763  ...  solr.source_position_query                  1   \n",
       " 29    763  ...  solr.source_position_query                  1   \n",
       " \n",
       "    staffCard.authenticationState  \\\n",
       " 0                              0   \n",
       " 1                              0   \n",
       " 2                              0   \n",
       " 3                              0   \n",
       " 4                              0   \n",
       " 5                              0   \n",
       " 6                              0   \n",
       " 7                              0   \n",
       " 8                              0   \n",
       " 9                              0   \n",
       " 10                             0   \n",
       " 11                             0   \n",
       " 12                             0   \n",
       " 13                             0   \n",
       " 14                             0   \n",
       " 15                             0   \n",
       " 16                             0   \n",
       " 17                             0   \n",
       " 18                             0   \n",
       " 19                             0   \n",
       " 20                             0   \n",
       " 21                             0   \n",
       " 22                             0   \n",
       " 23                             0   \n",
       " 24                             0   \n",
       " 25                             0   \n",
       " 26                             0   \n",
       " 27                             0   \n",
       " 28                             0   \n",
       " 29                             0   \n",
       " \n",
       "                                      staffCard.avatar  staffCard.hrJob  \\\n",
       " 0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 5   https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 6   https://storage-public.zhaopin.cn/user/avatar/...          Founder   \n",
       " 7   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 8   https://rd5-public.zhaopin.cn/imgs/avatar_m1.p...             招聘助理   \n",
       " 9   https://storage-public.zhaopin.cn/user/avatar/...               经理   \n",
       " 10  https://rd5-public.zhaopin.cn/imgs/avatar_f4.p...               HR   \n",
       " 11  https://storage-public.zhaopin.cn/user/avatar/...             招聘主管   \n",
       " 12  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 13  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 14  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 15  https://rd5-public.zhaopin.cn/imgs/avatar_f1.p...               HR   \n",
       " 16  https://storage-public.zhaopin.cn/user/avatar/...          中国事业部总监   \n",
       " 17  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 18  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 19  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 20  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 21  https://rd5-public.zhaopin.cn/imgs/avatar_m2.p...               HR   \n",
       " 22  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 23  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " 24  https://storage-public.zhaopin.cn/user/avatar/...             运营总监   \n",
       " 25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       " 26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       " 27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       " 29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " \n",
       "    staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       " 0                           0                           1086498801   \n",
       " 1                           0                           1155178340   \n",
       " 2                           0                           1145607005   \n",
       " 3                           0                           1082295112   \n",
       " 4                           0                           1117353151   \n",
       " 5                           0                           1155642994   \n",
       " 6                           0                           1111511727   \n",
       " 7                           0                           1145607005   \n",
       " 8                           0                           1169960456   \n",
       " 9                           0                           1125838927   \n",
       " 10                          0                           1122367163   \n",
       " 11                          0                            143754831   \n",
       " 12                          0                           1145607005   \n",
       " 13                          0                           1117352314   \n",
       " 14                          0                           1060389599   \n",
       " 15                          0                            674786088   \n",
       " 16                          0                           1148128693   \n",
       " 17                          0                           1145607005   \n",
       " 18                          0                           1117352314   \n",
       " 19                          0                           1097435795   \n",
       " 20                          0                           1060389599   \n",
       " 21                          0                           1088992629   \n",
       " 22                          0                           1145607005   \n",
       " 23                          0                           1120512765   \n",
       " 24                          0                           1154540534   \n",
       " 25                          0                           1124821949   \n",
       " 26                          0                           1034378724   \n",
       " 27                          0                           1145607005   \n",
       " 28                          0                           1140366833   \n",
       " 29                          0                           1157021213   \n",
       " \n",
       "    staffCard.lastOnlineTime  staffCard.staffName  \n",
       " 0                         0                   HR  \n",
       " 1                         0                   HR  \n",
       " 2                         0                   HR  \n",
       " 3                         0                   HR  \n",
       " 4                         0                  黄女士  \n",
       " 5                         0                  付隽滢  \n",
       " 6                         0                  周女士  \n",
       " 7                         0                   HR  \n",
       " 8                         0                  梁浩贤  \n",
       " 9                         0                  杨女士  \n",
       " 10                        0                  李女士  \n",
       " 11                        0                  陈女士  \n",
       " 12                        0                   HR  \n",
       " 13                        0                  王女士  \n",
       " 14                        0                  吕女士  \n",
       " 15                        0                  苏女士  \n",
       " 16                        0                  陈女士  \n",
       " 17                        0                   HR  \n",
       " 18                        0                  王女士  \n",
       " 19                        0                  丘女士  \n",
       " 20                        0                  吕女士  \n",
       " 21                        0             slwh6628  \n",
       " 22                        0                   HR  \n",
       " 23                        0                  雷女士  \n",
       " 24                        0                  凌先生  \n",
       " 25                        0                  陈先生  \n",
       " 26                        0                  苏女士  \n",
       " 27                        0                   HR  \n",
       " 28                        0                  陈先生  \n",
       " 29                        0                  黄女士  \n",
       " \n",
       " [30 rows x 101 columns],\n",
       "     alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       " 0              False         1              None         False   \n",
       " 1              False         1              None         False   \n",
       " 2              False         1              None         False   \n",
       " 3              False         1              None         False   \n",
       " 4              False         1              None          True   \n",
       " 5              False         1              None         False   \n",
       " 6              False         1              None         False   \n",
       " 7              False         1              None         False   \n",
       " 8              False         1              None         False   \n",
       " 9              False         1              None          True   \n",
       " 10             False         1              None         False   \n",
       " 11             False         1              None          True   \n",
       " 12             False         1              None         False   \n",
       " 13             False         1              None         False   \n",
       " 14             False         1              None          True   \n",
       " 15             False         1              None         False   \n",
       " 16             False         1              None          True   \n",
       " 17             False         1              None         False   \n",
       " 18             False         1              None          True   \n",
       " 19             False         1              None          True   \n",
       " 20             False         1              None          True   \n",
       " 21             False         1              None          True   \n",
       " 22             False         1              None         False   \n",
       " 23             False         1              None         False   \n",
       " 24             False         1              None          True   \n",
       " 25             False         1              None          True   \n",
       " 26             False         1              None         False   \n",
       " 27             False         1              None         False   \n",
       " 28             False         1              None          True   \n",
       " 29             False         1              None         False   \n",
       " \n",
       "     canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       " 0                 False                        1           1           天河   \n",
       " 1                 False                        1           1                \n",
       " 2                 False                        1           1                \n",
       " 3                 False                        1           1                \n",
       " 4                 False                        1           1           海珠   \n",
       " 5                 False                        1           1           黄埔   \n",
       " 6                 False                        1           1           天河   \n",
       " 7                 False                        1           1                \n",
       " 8                  True                        1           1           天河   \n",
       " 9                 False                        1           1           天河   \n",
       " 10                False                        1           1           天河   \n",
       " 11                False                        1           1           白云   \n",
       " 12                False                        1           1                \n",
       " 13                False                        1           1           海珠   \n",
       " 14                False                        1           1           越秀   \n",
       " 15                False                        1           1           天河   \n",
       " 16                 True                        1           1                \n",
       " 17                False                        1           1                \n",
       " 18                False                        1           1           海珠   \n",
       " 19                False                        1           1           天河   \n",
       " 20                False                        1           1           越秀   \n",
       " 21                False                        1           1           天河   \n",
       " 22                False                        1           1                \n",
       " 23                False                        1           1           天河   \n",
       " 24                False                        1           1                \n",
       " 25                False                        1           1           番禺   \n",
       " 26                False                        1           1           天河   \n",
       " 27                False                        1           1                \n",
       " 28                 True                        1           1           天河   \n",
       " 29                False                        1           1           黄埔   \n",
       " \n",
       "    cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       " 0     763  ...  solr.source_position_query                  1   \n",
       " 1     763  ...  solr.source_position_query                  1   \n",
       " 2     763  ...  solr.source_position_query                  1   \n",
       " 3     489  ...  solr.source_position_query                  1   \n",
       " 4     763  ...  solr.source_position_query                  1   \n",
       " 5     763  ...  solr.source_position_query                  1   \n",
       " 6     763  ...  solr.source_position_query                  1   \n",
       " 7     763  ...  solr.source_position_query                  1   \n",
       " 8     763  ...  solr.source_position_query                  1   \n",
       " 9     763  ...  solr.source_position_query                  1   \n",
       " 10    763  ...  solr.source_position_query                  1   \n",
       " 11    763  ...  solr.source_position_query                  1   \n",
       " 12    763  ...  solr.source_position_query                  1   \n",
       " 13    763  ...  solr.source_position_query                  1   \n",
       " 14    763  ...  solr.source_position_query                  1   \n",
       " 15    763  ...  solr.source_position_query                  1   \n",
       " 16    763  ...  solr.source_position_query                  1   \n",
       " 17    763  ...  solr.source_position_query                  1   \n",
       " 18    763  ...  solr.source_position_query                  1   \n",
       " 19    763  ...  solr.source_position_query                  1   \n",
       " 20    763  ...  solr.source_position_query                  1   \n",
       " 21    763  ...  solr.source_position_query                  1   \n",
       " 22    763  ...  solr.source_position_query                  1   \n",
       " 23    763  ...  solr.source_position_query                  1   \n",
       " 24    763  ...  solr.source_position_query                  1   \n",
       " 25    763  ...  solr.source_position_query                  1   \n",
       " 26    763  ...  solr.source_position_query                  1   \n",
       " 27    763  ...  solr.source_position_query                  1   \n",
       " 28    763  ...  solr.source_position_query                  1   \n",
       " 29    763  ...  solr.source_position_query                  1   \n",
       " \n",
       "    staffCard.authenticationState  \\\n",
       " 0                              0   \n",
       " 1                              0   \n",
       " 2                              0   \n",
       " 3                              0   \n",
       " 4                              0   \n",
       " 5                              0   \n",
       " 6                              0   \n",
       " 7                              0   \n",
       " 8                              0   \n",
       " 9                              0   \n",
       " 10                             0   \n",
       " 11                             0   \n",
       " 12                             0   \n",
       " 13                             0   \n",
       " 14                             0   \n",
       " 15                             0   \n",
       " 16                             0   \n",
       " 17                             0   \n",
       " 18                             0   \n",
       " 19                             0   \n",
       " 20                             0   \n",
       " 21                             0   \n",
       " 22                             0   \n",
       " 23                             0   \n",
       " 24                             0   \n",
       " 25                             0   \n",
       " 26                             0   \n",
       " 27                             0   \n",
       " 28                             0   \n",
       " 29                             0   \n",
       " \n",
       "                                      staffCard.avatar  staffCard.hrJob  \\\n",
       " 0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 5   https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 6   https://storage-public.zhaopin.cn/user/avatar/...          Founder   \n",
       " 7   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 8   https://rd5-public.zhaopin.cn/imgs/avatar_m1.p...             招聘助理   \n",
       " 9   https://storage-public.zhaopin.cn/user/avatar/...               经理   \n",
       " 10  https://rd5-public.zhaopin.cn/imgs/avatar_f4.p...               HR   \n",
       " 11  https://storage-public.zhaopin.cn/user/avatar/...             招聘主管   \n",
       " 12  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 13  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 14  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 15  https://rd5-public.zhaopin.cn/imgs/avatar_f1.p...               HR   \n",
       " 16  https://storage-public.zhaopin.cn/user/avatar/...          中国事业部总监   \n",
       " 17  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 18  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 19  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 20  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 21  https://rd5-public.zhaopin.cn/imgs/avatar_m2.p...               HR   \n",
       " 22  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 23  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " 24  https://storage-public.zhaopin.cn/user/avatar/...             运营总监   \n",
       " 25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       " 26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       " 27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       " 29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " \n",
       "    staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       " 0                           0                           1086498801   \n",
       " 1                           0                           1155178340   \n",
       " 2                           0                           1145607005   \n",
       " 3                           0                           1082295112   \n",
       " 4                           0                           1117353151   \n",
       " 5                           0                           1155642994   \n",
       " 6                           0                           1111511727   \n",
       " 7                           0                           1145607005   \n",
       " 8                           0                           1169960456   \n",
       " 9                           0                           1125838927   \n",
       " 10                          0                           1122367163   \n",
       " 11                          0                            143754831   \n",
       " 12                          0                           1145607005   \n",
       " 13                          0                           1117352314   \n",
       " 14                          0                           1060389599   \n",
       " 15                          0                            674786088   \n",
       " 16                          0                           1148128693   \n",
       " 17                          0                           1145607005   \n",
       " 18                          0                           1117352314   \n",
       " 19                          0                           1097435795   \n",
       " 20                          0                           1060389599   \n",
       " 21                          0                           1088992629   \n",
       " 22                          0                           1145607005   \n",
       " 23                          0                           1120512765   \n",
       " 24                          0                           1154540534   \n",
       " 25                          0                           1124821949   \n",
       " 26                          0                           1034378724   \n",
       " 27                          0                           1145607005   \n",
       " 28                          0                           1140366833   \n",
       " 29                          0                           1157021213   \n",
       " \n",
       "    staffCard.lastOnlineTime  staffCard.staffName  \n",
       " 0                         0                   HR  \n",
       " 1                         0                   HR  \n",
       " 2                         0                   HR  \n",
       " 3                         0                   HR  \n",
       " 4                         0                  黄女士  \n",
       " 5                         0                  付隽滢  \n",
       " 6                         0                  周女士  \n",
       " 7                         0                   HR  \n",
       " 8                         0                  梁浩贤  \n",
       " 9                         0                  杨女士  \n",
       " 10                        0                  李女士  \n",
       " 11                        0                  陈女士  \n",
       " 12                        0                   HR  \n",
       " 13                        0                  王女士  \n",
       " 14                        0                  吕女士  \n",
       " 15                        0                  苏女士  \n",
       " 16                        0                  陈女士  \n",
       " 17                        0                   HR  \n",
       " 18                        0                  王女士  \n",
       " 19                        0                  丘女士  \n",
       " 20                        0                  吕女士  \n",
       " 21                        0             slwh6628  \n",
       " 22                        0                   HR  \n",
       " 23                        0                  雷女士  \n",
       " 24                        0                  凌先生  \n",
       " 25                        0                  陈先生  \n",
       " 26                        0                  苏女士  \n",
       " 27                        0                   HR  \n",
       " 28                        0                  陈先生  \n",
       " 29                        0                  黄女士  \n",
       " \n",
       " [30 rows x 101 columns],\n",
       "     alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       " 0              False         1              None         False   \n",
       " 1              False         1              None         False   \n",
       " 2              False         1              None         False   \n",
       " 3              False         1              None         False   \n",
       " 4              False         1              None          True   \n",
       " 5              False         1              None         False   \n",
       " 6              False         1              None         False   \n",
       " 7              False         1              None         False   \n",
       " 8              False         1              None         False   \n",
       " 9              False         1              None          True   \n",
       " 10             False         1              None         False   \n",
       " 11             False         1              None          True   \n",
       " 12             False         1              None         False   \n",
       " 13             False         1              None         False   \n",
       " 14             False         1              None          True   \n",
       " 15             False         1              None         False   \n",
       " 16             False         1              None          True   \n",
       " 17             False         1              None         False   \n",
       " 18             False         1              None          True   \n",
       " 19             False         1              None          True   \n",
       " 20             False         1              None          True   \n",
       " 21             False         1              None          True   \n",
       " 22             False         1              None         False   \n",
       " 23             False         1              None         False   \n",
       " 24             False         1              None          True   \n",
       " 25             False         1              None          True   \n",
       " 26             False         1              None         False   \n",
       " 27             False         1              None         False   \n",
       " 28             False         1              None          True   \n",
       " 29             False         1              None         False   \n",
       " \n",
       "     canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       " 0                 False                        1           1           天河   \n",
       " 1                 False                        1           1                \n",
       " 2                 False                        1           1                \n",
       " 3                 False                        1           1                \n",
       " 4                 False                        1           1           海珠   \n",
       " 5                 False                        1           1           黄埔   \n",
       " 6                 False                        1           1           天河   \n",
       " 7                 False                        1           1                \n",
       " 8                  True                        1           1           天河   \n",
       " 9                 False                        1           1           天河   \n",
       " 10                False                        1           1           天河   \n",
       " 11                False                        1           1           白云   \n",
       " 12                False                        1           1                \n",
       " 13                False                        1           1           海珠   \n",
       " 14                False                        1           1           越秀   \n",
       " 15                False                        1           1           天河   \n",
       " 16                 True                        1           1                \n",
       " 17                False                        1           1                \n",
       " 18                False                        1           1           海珠   \n",
       " 19                False                        1           1           天河   \n",
       " 20                False                        1           1           越秀   \n",
       " 21                False                        1           1           天河   \n",
       " 22                False                        1           1                \n",
       " 23                False                        1           1           天河   \n",
       " 24                False                        1           1                \n",
       " 25                False                        1           1           番禺   \n",
       " 26                False                        1           1           天河   \n",
       " 27                False                        1           1                \n",
       " 28                 True                        1           1           天河   \n",
       " 29                False                        1           1           黄埔   \n",
       " \n",
       "    cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       " 0     763  ...  solr.source_position_query                  1   \n",
       " 1     763  ...  solr.source_position_query                  1   \n",
       " 2     763  ...  solr.source_position_query                  1   \n",
       " 3     489  ...  solr.source_position_query                  1   \n",
       " 4     763  ...  solr.source_position_query                  1   \n",
       " 5     763  ...  solr.source_position_query                  1   \n",
       " 6     763  ...  solr.source_position_query                  1   \n",
       " 7     763  ...  solr.source_position_query                  1   \n",
       " 8     763  ...  solr.source_position_query                  1   \n",
       " 9     763  ...  solr.source_position_query                  1   \n",
       " 10    763  ...  solr.source_position_query                  1   \n",
       " 11    763  ...  solr.source_position_query                  1   \n",
       " 12    763  ...  solr.source_position_query                  1   \n",
       " 13    763  ...  solr.source_position_query                  1   \n",
       " 14    763  ...  solr.source_position_query                  1   \n",
       " 15    763  ...  solr.source_position_query                  1   \n",
       " 16    763  ...  solr.source_position_query                  1   \n",
       " 17    763  ...  solr.source_position_query                  1   \n",
       " 18    763  ...  solr.source_position_query                  1   \n",
       " 19    763  ...  solr.source_position_query                  1   \n",
       " 20    763  ...  solr.source_position_query                  1   \n",
       " 21    763  ...  solr.source_position_query                  1   \n",
       " 22    763  ...  solr.source_position_query                  1   \n",
       " 23    763  ...  solr.source_position_query                  1   \n",
       " 24    763  ...  solr.source_position_query                  1   \n",
       " 25    763  ...  solr.source_position_query                  1   \n",
       " 26    763  ...  solr.source_position_query                  1   \n",
       " 27    763  ...  solr.source_position_query                  1   \n",
       " 28    763  ...  solr.source_position_query                  1   \n",
       " 29    763  ...  solr.source_position_query                  1   \n",
       " \n",
       "    staffCard.authenticationState  \\\n",
       " 0                              0   \n",
       " 1                              0   \n",
       " 2                              0   \n",
       " 3                              0   \n",
       " 4                              0   \n",
       " 5                              0   \n",
       " 6                              0   \n",
       " 7                              0   \n",
       " 8                              0   \n",
       " 9                              0   \n",
       " 10                             0   \n",
       " 11                             0   \n",
       " 12                             0   \n",
       " 13                             0   \n",
       " 14                             0   \n",
       " 15                             0   \n",
       " 16                             0   \n",
       " 17                             0   \n",
       " 18                             0   \n",
       " 19                             0   \n",
       " 20                             0   \n",
       " 21                             0   \n",
       " 22                             0   \n",
       " 23                             0   \n",
       " 24                             0   \n",
       " 25                             0   \n",
       " 26                             0   \n",
       " 27                             0   \n",
       " 28                             0   \n",
       " 29                             0   \n",
       " \n",
       "                                      staffCard.avatar  staffCard.hrJob  \\\n",
       " 0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 5   https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 6   https://storage-public.zhaopin.cn/user/avatar/...          Founder   \n",
       " 7   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 8   https://rd5-public.zhaopin.cn/imgs/avatar_m1.p...             招聘助理   \n",
       " 9   https://storage-public.zhaopin.cn/user/avatar/...               经理   \n",
       " 10  https://rd5-public.zhaopin.cn/imgs/avatar_f4.p...               HR   \n",
       " 11  https://storage-public.zhaopin.cn/user/avatar/...             招聘主管   \n",
       " 12  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 13  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 14  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 15  https://rd5-public.zhaopin.cn/imgs/avatar_f1.p...               HR   \n",
       " 16  https://storage-public.zhaopin.cn/user/avatar/...          中国事业部总监   \n",
       " 17  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 18  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 19  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 20  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 21  https://rd5-public.zhaopin.cn/imgs/avatar_m2.p...               HR   \n",
       " 22  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 23  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " 24  https://storage-public.zhaopin.cn/user/avatar/...             运营总监   \n",
       " 25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       " 26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       " 27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       " 29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " \n",
       "    staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       " 0                           0                           1086498801   \n",
       " 1                           0                           1155178340   \n",
       " 2                           0                           1145607005   \n",
       " 3                           0                           1082295112   \n",
       " 4                           0                           1117353151   \n",
       " 5                           0                           1155642994   \n",
       " 6                           0                           1111511727   \n",
       " 7                           0                           1145607005   \n",
       " 8                           0                           1169960456   \n",
       " 9                           0                           1125838927   \n",
       " 10                          0                           1122367163   \n",
       " 11                          0                            143754831   \n",
       " 12                          0                           1145607005   \n",
       " 13                          0                           1117352314   \n",
       " 14                          0                           1060389599   \n",
       " 15                          0                            674786088   \n",
       " 16                          0                           1148128693   \n",
       " 17                          0                           1145607005   \n",
       " 18                          0                           1117352314   \n",
       " 19                          0                           1097435795   \n",
       " 20                          0                           1060389599   \n",
       " 21                          0                           1088992629   \n",
       " 22                          0                           1145607005   \n",
       " 23                          0                           1120512765   \n",
       " 24                          0                           1154540534   \n",
       " 25                          0                           1124821949   \n",
       " 26                          0                           1034378724   \n",
       " 27                          0                           1145607005   \n",
       " 28                          0                           1140366833   \n",
       " 29                          0                           1157021213   \n",
       " \n",
       "    staffCard.lastOnlineTime  staffCard.staffName  \n",
       " 0                         0                   HR  \n",
       " 1                         0                   HR  \n",
       " 2                         0                   HR  \n",
       " 3                         0                   HR  \n",
       " 4                         0                  黄女士  \n",
       " 5                         0                  付隽滢  \n",
       " 6                         0                  周女士  \n",
       " 7                         0                   HR  \n",
       " 8                         0                  梁浩贤  \n",
       " 9                         0                  杨女士  \n",
       " 10                        0                  李女士  \n",
       " 11                        0                  陈女士  \n",
       " 12                        0                   HR  \n",
       " 13                        0                  王女士  \n",
       " 14                        0                  吕女士  \n",
       " 15                        0                  苏女士  \n",
       " 16                        0                  陈女士  \n",
       " 17                        0                   HR  \n",
       " 18                        0                  王女士  \n",
       " 19                        0                  丘女士  \n",
       " 20                        0                  吕女士  \n",
       " 21                        0             slwh6628  \n",
       " 22                        0                   HR  \n",
       " 23                        0                  雷女士  \n",
       " 24                        0                  凌先生  \n",
       " 25                        0                  陈先生  \n",
       " 26                        0                  苏女士  \n",
       " 27                        0                   HR  \n",
       " 28                        0                  陈先生  \n",
       " 29                        0                  黄女士  \n",
       " \n",
       " [30 rows x 101 columns],\n",
       "     alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       " 0              False         1              None         False   \n",
       " 1              False         1              None         False   \n",
       " 2              False         1              None         False   \n",
       " 3              False         1              None         False   \n",
       " 4              False         1              None          True   \n",
       " 5              False         1              None         False   \n",
       " 6              False         1              None         False   \n",
       " 7              False         1              None         False   \n",
       " 8              False         1              None         False   \n",
       " 9              False         1              None          True   \n",
       " 10             False         1              None         False   \n",
       " 11             False         1              None          True   \n",
       " 12             False         1              None         False   \n",
       " 13             False         1              None         False   \n",
       " 14             False         1              None          True   \n",
       " 15             False         1              None         False   \n",
       " 16             False         1              None          True   \n",
       " 17             False         1              None         False   \n",
       " 18             False         1              None          True   \n",
       " 19             False         1              None          True   \n",
       " 20             False         1              None          True   \n",
       " 21             False         1              None          True   \n",
       " 22             False         1              None         False   \n",
       " 23             False         1              None         False   \n",
       " 24             False         1              None          True   \n",
       " 25             False         1              None          True   \n",
       " 26             False         1              None         False   \n",
       " 27             False         1              None         False   \n",
       " 28             False         1              None          True   \n",
       " 29             False         1              None         False   \n",
       " \n",
       "     canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       " 0                 False                        1           1           天河   \n",
       " 1                 False                        1           1                \n",
       " 2                 False                        1           1                \n",
       " 3                 False                        1           1                \n",
       " 4                 False                        1           1           海珠   \n",
       " 5                 False                        1           1           黄埔   \n",
       " 6                 False                        1           1           天河   \n",
       " 7                 False                        1           1                \n",
       " 8                  True                        1           1           天河   \n",
       " 9                 False                        1           1           天河   \n",
       " 10                False                        1           1           天河   \n",
       " 11                False                        1           1           白云   \n",
       " 12                False                        1           1                \n",
       " 13                False                        1           1           海珠   \n",
       " 14                False                        1           1           越秀   \n",
       " 15                False                        1           1           天河   \n",
       " 16                 True                        1           1                \n",
       " 17                False                        1           1                \n",
       " 18                False                        1           1           海珠   \n",
       " 19                False                        1           1           天河   \n",
       " 20                False                        1           1           越秀   \n",
       " 21                False                        1           1           天河   \n",
       " 22                False                        1           1                \n",
       " 23                False                        1           1           天河   \n",
       " 24                False                        1           1                \n",
       " 25                False                        1           1           番禺   \n",
       " 26                False                        1           1           天河   \n",
       " 27                False                        1           1                \n",
       " 28                 True                        1           1           天河   \n",
       " 29                False                        1           1           黄埔   \n",
       " \n",
       "    cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       " 0     763  ...  solr.source_position_query                  1   \n",
       " 1     763  ...  solr.source_position_query                  1   \n",
       " 2     763  ...  solr.source_position_query                  1   \n",
       " 3     489  ...  solr.source_position_query                  1   \n",
       " 4     763  ...  solr.source_position_query                  1   \n",
       " 5     763  ...  solr.source_position_query                  1   \n",
       " 6     763  ...  solr.source_position_query                  1   \n",
       " 7     763  ...  solr.source_position_query                  1   \n",
       " 8     763  ...  solr.source_position_query                  1   \n",
       " 9     763  ...  solr.source_position_query                  1   \n",
       " 10    763  ...  solr.source_position_query                  1   \n",
       " 11    763  ...  solr.source_position_query                  1   \n",
       " 12    763  ...  solr.source_position_query                  1   \n",
       " 13    763  ...  solr.source_position_query                  1   \n",
       " 14    763  ...  solr.source_position_query                  1   \n",
       " 15    763  ...  solr.source_position_query                  1   \n",
       " 16    763  ...  solr.source_position_query                  1   \n",
       " 17    763  ...  solr.source_position_query                  1   \n",
       " 18    763  ...  solr.source_position_query                  1   \n",
       " 19    763  ...  solr.source_position_query                  1   \n",
       " 20    763  ...  solr.source_position_query                  1   \n",
       " 21    763  ...  solr.source_position_query                  1   \n",
       " 22    763  ...  solr.source_position_query                  1   \n",
       " 23    763  ...  solr.source_position_query                  1   \n",
       " 24    763  ...  solr.source_position_query                  1   \n",
       " 25    763  ...  solr.source_position_query                  1   \n",
       " 26    763  ...  solr.source_position_query                  1   \n",
       " 27    763  ...  solr.source_position_query                  1   \n",
       " 28    763  ...  solr.source_position_query                  1   \n",
       " 29    763  ...  solr.source_position_query                  1   \n",
       " \n",
       "    staffCard.authenticationState  \\\n",
       " 0                              0   \n",
       " 1                              0   \n",
       " 2                              0   \n",
       " 3                              0   \n",
       " 4                              0   \n",
       " 5                              0   \n",
       " 6                              0   \n",
       " 7                              0   \n",
       " 8                              0   \n",
       " 9                              0   \n",
       " 10                             0   \n",
       " 11                             0   \n",
       " 12                             0   \n",
       " 13                             0   \n",
       " 14                             0   \n",
       " 15                             0   \n",
       " 16                             0   \n",
       " 17                             0   \n",
       " 18                             0   \n",
       " 19                             0   \n",
       " 20                             0   \n",
       " 21                             0   \n",
       " 22                             0   \n",
       " 23                             0   \n",
       " 24                             0   \n",
       " 25                             0   \n",
       " 26                             0   \n",
       " 27                             0   \n",
       " 28                             0   \n",
       " 29                             0   \n",
       " \n",
       "                                      staffCard.avatar  staffCard.hrJob  \\\n",
       " 0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 5   https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 6   https://storage-public.zhaopin.cn/user/avatar/...          Founder   \n",
       " 7   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 8   https://rd5-public.zhaopin.cn/imgs/avatar_m1.p...             招聘助理   \n",
       " 9   https://storage-public.zhaopin.cn/user/avatar/...               经理   \n",
       " 10  https://rd5-public.zhaopin.cn/imgs/avatar_f4.p...               HR   \n",
       " 11  https://storage-public.zhaopin.cn/user/avatar/...             招聘主管   \n",
       " 12  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 13  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 14  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 15  https://rd5-public.zhaopin.cn/imgs/avatar_f1.p...               HR   \n",
       " 16  https://storage-public.zhaopin.cn/user/avatar/...          中国事业部总监   \n",
       " 17  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 18  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 19  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 20  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 21  https://rd5-public.zhaopin.cn/imgs/avatar_m2.p...               HR   \n",
       " 22  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 23  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " 24  https://storage-public.zhaopin.cn/user/avatar/...             运营总监   \n",
       " 25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       " 26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       " 27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       " 29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " \n",
       "    staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       " 0                           0                           1086498801   \n",
       " 1                           0                           1155178340   \n",
       " 2                           0                           1145607005   \n",
       " 3                           0                           1082295112   \n",
       " 4                           0                           1117353151   \n",
       " 5                           0                           1155642994   \n",
       " 6                           0                           1111511727   \n",
       " 7                           0                           1145607005   \n",
       " 8                           0                           1169960456   \n",
       " 9                           0                           1125838927   \n",
       " 10                          0                           1122367163   \n",
       " 11                          0                            143754831   \n",
       " 12                          0                           1145607005   \n",
       " 13                          0                           1117352314   \n",
       " 14                          0                           1060389599   \n",
       " 15                          0                            674786088   \n",
       " 16                          0                           1148128693   \n",
       " 17                          0                           1145607005   \n",
       " 18                          0                           1117352314   \n",
       " 19                          0                           1097435795   \n",
       " 20                          0                           1060389599   \n",
       " 21                          0                           1088992629   \n",
       " 22                          0                           1145607005   \n",
       " 23                          0                           1120512765   \n",
       " 24                          0                           1154540534   \n",
       " 25                          0                           1124821949   \n",
       " 26                          0                           1034378724   \n",
       " 27                          0                           1145607005   \n",
       " 28                          0                           1140366833   \n",
       " 29                          0                           1157021213   \n",
       " \n",
       "    staffCard.lastOnlineTime  staffCard.staffName  \n",
       " 0                         0                   HR  \n",
       " 1                         0                   HR  \n",
       " 2                         0                   HR  \n",
       " 3                         0                   HR  \n",
       " 4                         0                  黄女士  \n",
       " 5                         0                  付隽滢  \n",
       " 6                         0                  周女士  \n",
       " 7                         0                   HR  \n",
       " 8                         0                  梁浩贤  \n",
       " 9                         0                  杨女士  \n",
       " 10                        0                  李女士  \n",
       " 11                        0                  陈女士  \n",
       " 12                        0                   HR  \n",
       " 13                        0                  王女士  \n",
       " 14                        0                  吕女士  \n",
       " 15                        0                  苏女士  \n",
       " 16                        0                  陈女士  \n",
       " 17                        0                   HR  \n",
       " 18                        0                  王女士  \n",
       " 19                        0                  丘女士  \n",
       " 20                        0                  吕女士  \n",
       " 21                        0             slwh6628  \n",
       " 22                        0                   HR  \n",
       " 23                        0                  雷女士  \n",
       " 24                        0                  凌先生  \n",
       " 25                        0                  陈先生  \n",
       " 26                        0                  苏女士  \n",
       " 27                        0                   HR  \n",
       " 28                        0                  陈先生  \n",
       " 29                        0                  黄女士  \n",
       " \n",
       " [30 rows x 101 columns],\n",
       "     alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       " 0              False         1              None         False   \n",
       " 1              False         1              None         False   \n",
       " 2              False         1              None         False   \n",
       " 3              False         1              None         False   \n",
       " 4              False         1              None          True   \n",
       " 5              False         1              None         False   \n",
       " 6              False         1              None         False   \n",
       " 7              False         1              None         False   \n",
       " 8              False         1              None         False   \n",
       " 9              False         1              None          True   \n",
       " 10             False         1              None         False   \n",
       " 11             False         1              None          True   \n",
       " 12             False         1              None         False   \n",
       " 13             False         1              None         False   \n",
       " 14             False         1              None          True   \n",
       " 15             False         1              None         False   \n",
       " 16             False         1              None          True   \n",
       " 17             False         1              None         False   \n",
       " 18             False         1              None          True   \n",
       " 19             False         1              None          True   \n",
       " 20             False         1              None          True   \n",
       " 21             False         1              None          True   \n",
       " 22             False         1              None         False   \n",
       " 23             False         1              None         False   \n",
       " 24             False         1              None          True   \n",
       " 25             False         1              None          True   \n",
       " 26             False         1              None         False   \n",
       " 27             False         1              None         False   \n",
       " 28             False         1              None          True   \n",
       " 29             False         1              None         False   \n",
       " \n",
       "     canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       " 0                 False                        1           1           天河   \n",
       " 1                 False                        1           1                \n",
       " 2                 False                        1           1                \n",
       " 3                 False                        1           1                \n",
       " 4                 False                        1           1           海珠   \n",
       " 5                 False                        1           1           黄埔   \n",
       " 6                 False                        1           1           天河   \n",
       " 7                 False                        1           1                \n",
       " 8                  True                        1           1           天河   \n",
       " 9                 False                        1           1           天河   \n",
       " 10                False                        1           1           天河   \n",
       " 11                False                        1           1           白云   \n",
       " 12                False                        1           1                \n",
       " 13                False                        1           1           海珠   \n",
       " 14                False                        1           1           越秀   \n",
       " 15                False                        1           1           天河   \n",
       " 16                 True                        1           1                \n",
       " 17                False                        1           1                \n",
       " 18                False                        1           1           海珠   \n",
       " 19                False                        1           1           天河   \n",
       " 20                False                        1           1           越秀   \n",
       " 21                False                        1           1           天河   \n",
       " 22                False                        1           1                \n",
       " 23                False                        1           1           天河   \n",
       " 24                False                        1           1                \n",
       " 25                False                        1           1           番禺   \n",
       " 26                False                        1           1           天河   \n",
       " 27                False                        1           1                \n",
       " 28                 True                        1           1           天河   \n",
       " 29                False                        1           1           黄埔   \n",
       " \n",
       "    cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       " 0     763  ...  solr.source_position_query                  1   \n",
       " 1     763  ...  solr.source_position_query                  1   \n",
       " 2     763  ...  solr.source_position_query                  1   \n",
       " 3     489  ...  solr.source_position_query                  1   \n",
       " 4     763  ...  solr.source_position_query                  1   \n",
       " 5     763  ...  solr.source_position_query                  1   \n",
       " 6     763  ...  solr.source_position_query                  1   \n",
       " 7     763  ...  solr.source_position_query                  1   \n",
       " 8     763  ...  solr.source_position_query                  1   \n",
       " 9     763  ...  solr.source_position_query                  1   \n",
       " 10    763  ...  solr.source_position_query                  1   \n",
       " 11    763  ...  solr.source_position_query                  1   \n",
       " 12    763  ...  solr.source_position_query                  1   \n",
       " 13    763  ...  solr.source_position_query                  1   \n",
       " 14    763  ...  solr.source_position_query                  1   \n",
       " 15    763  ...  solr.source_position_query                  1   \n",
       " 16    763  ...  solr.source_position_query                  1   \n",
       " 17    763  ...  solr.source_position_query                  1   \n",
       " 18    763  ...  solr.source_position_query                  1   \n",
       " 19    763  ...  solr.source_position_query                  1   \n",
       " 20    763  ...  solr.source_position_query                  1   \n",
       " 21    763  ...  solr.source_position_query                  1   \n",
       " 22    763  ...  solr.source_position_query                  1   \n",
       " 23    763  ...  solr.source_position_query                  1   \n",
       " 24    763  ...  solr.source_position_query                  1   \n",
       " 25    763  ...  solr.source_position_query                  1   \n",
       " 26    763  ...  solr.source_position_query                  1   \n",
       " 27    763  ...  solr.source_position_query                  1   \n",
       " 28    763  ...  solr.source_position_query                  1   \n",
       " 29    763  ...  solr.source_position_query                  1   \n",
       " \n",
       "    staffCard.authenticationState  \\\n",
       " 0                              0   \n",
       " 1                              0   \n",
       " 2                              0   \n",
       " 3                              0   \n",
       " 4                              0   \n",
       " 5                              0   \n",
       " 6                              0   \n",
       " 7                              0   \n",
       " 8                              0   \n",
       " 9                              0   \n",
       " 10                             0   \n",
       " 11                             0   \n",
       " 12                             0   \n",
       " 13                             0   \n",
       " 14                             0   \n",
       " 15                             0   \n",
       " 16                             0   \n",
       " 17                             0   \n",
       " 18                             0   \n",
       " 19                             0   \n",
       " 20                             0   \n",
       " 21                             0   \n",
       " 22                             0   \n",
       " 23                             0   \n",
       " 24                             0   \n",
       " 25                             0   \n",
       " 26                             0   \n",
       " 27                             0   \n",
       " 28                             0   \n",
       " 29                             0   \n",
       " \n",
       "                                      staffCard.avatar  staffCard.hrJob  \\\n",
       " 0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 5   https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 6   https://storage-public.zhaopin.cn/user/avatar/...          Founder   \n",
       " 7   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 8   https://rd5-public.zhaopin.cn/imgs/avatar_m1.p...             招聘助理   \n",
       " 9   https://storage-public.zhaopin.cn/user/avatar/...               经理   \n",
       " 10  https://rd5-public.zhaopin.cn/imgs/avatar_f4.p...               HR   \n",
       " 11  https://storage-public.zhaopin.cn/user/avatar/...             招聘主管   \n",
       " 12  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 13  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 14  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 15  https://rd5-public.zhaopin.cn/imgs/avatar_f1.p...               HR   \n",
       " 16  https://storage-public.zhaopin.cn/user/avatar/...          中国事业部总监   \n",
       " 17  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 18  https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       " 19  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 20  https://storage-public.zhaopin.cn/user/avatar/...               HR   \n",
       " 21  https://rd5-public.zhaopin.cn/imgs/avatar_m2.p...               HR   \n",
       " 22  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 23  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " 24  https://storage-public.zhaopin.cn/user/avatar/...             运营总监   \n",
       " 25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       " 26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       " 27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       " 28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       " 29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       " \n",
       "    staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       " 0                           0                           1086498801   \n",
       " 1                           0                           1155178340   \n",
       " 2                           0                           1145607005   \n",
       " 3                           0                           1082295112   \n",
       " 4                           0                           1117353151   \n",
       " 5                           0                           1155642994   \n",
       " 6                           0                           1111511727   \n",
       " 7                           0                           1145607005   \n",
       " 8                           0                           1169960456   \n",
       " 9                           0                           1125838927   \n",
       " 10                          0                           1122367163   \n",
       " 11                          0                            143754831   \n",
       " 12                          0                           1145607005   \n",
       " 13                          0                           1117352314   \n",
       " 14                          0                           1060389599   \n",
       " 15                          0                            674786088   \n",
       " 16                          0                           1148128693   \n",
       " 17                          0                           1145607005   \n",
       " 18                          0                           1117352314   \n",
       " 19                          0                           1097435795   \n",
       " 20                          0                           1060389599   \n",
       " 21                          0                           1088992629   \n",
       " 22                          0                           1145607005   \n",
       " 23                          0                           1120512765   \n",
       " 24                          0                           1154540534   \n",
       " 25                          0                           1124821949   \n",
       " 26                          0                           1034378724   \n",
       " 27                          0                           1145607005   \n",
       " 28                          0                           1140366833   \n",
       " 29                          0                           1157021213   \n",
       " \n",
       "    staffCard.lastOnlineTime  staffCard.staffName  \n",
       " 0                         0                   HR  \n",
       " 1                         0                   HR  \n",
       " 2                         0                   HR  \n",
       " 3                         0                   HR  \n",
       " 4                         0                  黄女士  \n",
       " 5                         0                  付隽滢  \n",
       " 6                         0                  周女士  \n",
       " 7                         0                   HR  \n",
       " 8                         0                  梁浩贤  \n",
       " 9                         0                  杨女士  \n",
       " 10                        0                  李女士  \n",
       " 11                        0                  陈女士  \n",
       " 12                        0                   HR  \n",
       " 13                        0                  王女士  \n",
       " 14                        0                  吕女士  \n",
       " 15                        0                  苏女士  \n",
       " 16                        0                  陈女士  \n",
       " 17                        0                   HR  \n",
       " 18                        0                  王女士  \n",
       " 19                        0                  丘女士  \n",
       " 20                        0                  吕女士  \n",
       " 21                        0             slwh6628  \n",
       " 22                        0                   HR  \n",
       " 23                        0                  雷女士  \n",
       " 24                        0                  凌先生  \n",
       " 25                        0                  陈先生  \n",
       " 26                        0                  苏女士  \n",
       " 27                        0                   HR  \n",
       " 28                        0                  陈先生  \n",
       " 29                        0                  黄女士  \n",
       " \n",
       " [30 rows x 101 columns]]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "12b053a1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>alreadyCallPhone</th>\n",
       "      <th>applyType</th>\n",
       "      <th>campusRootOrgInfo</th>\n",
       "      <th>canBeRegular</th>\n",
       "      <th>canRemoteInternship</th>\n",
       "      <th>cardCustomJson</th>\n",
       "      <th>cardType</th>\n",
       "      <th>chatWindow</th>\n",
       "      <th>cityDistrict</th>\n",
       "      <th>cityId</th>\n",
       "      <th>...</th>\n",
       "      <th>recallSign.gSource</th>\n",
       "      <th>recallSign.gWeight</th>\n",
       "      <th>staffCard.authenticationState</th>\n",
       "      <th>staffCard.avatar</th>\n",
       "      <th>staffCard.hrJob</th>\n",
       "      <th>staffCard.hrOnlineIocState</th>\n",
       "      <th>staffCard.hrOnlineState</th>\n",
       "      <th>staffCard.id</th>\n",
       "      <th>staffCard.lastOnlineTime</th>\n",
       "      <th>staffCard.staffName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
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       "      <td>None</td>\n",
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       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>天河</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>http://img09.zhaopin.cn/2012/other/mobile/posi...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1086498801</td>\n",
       "      <td>0</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>http://img09.zhaopin.cn/2012/other/mobile/posi...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1155178340</td>\n",
       "      <td>0</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>http://img09.zhaopin.cn/2012/other/mobile/posi...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1145607005</td>\n",
       "      <td>0</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>489</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>http://img09.zhaopin.cn/2012/other/mobile/posi...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1082295112</td>\n",
       "      <td>0</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>海珠</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://storage-public.zhaopin.cn/user/avatar/...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1117353151</td>\n",
       "      <td>0</td>\n",
       "      <td>黄女士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>番禺</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://storage-public.zhaopin.cn/user/avatar/...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1124821949</td>\n",
       "      <td>0</td>\n",
       "      <td>陈先生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>天河</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://storage-public.zhaopin.cn/user/avatar/...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1034378724</td>\n",
       "      <td>0</td>\n",
       "      <td>苏女士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>http://img09.zhaopin.cn/2012/other/mobile/posi...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1145607005</td>\n",
       "      <td>0</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>天河</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1140366833</td>\n",
       "      <td>0</td>\n",
       "      <td>陈先生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>黄埔</td>\n",
       "      <td>763</td>\n",
       "      <td>...</td>\n",
       "      <td>solr.source_position_query</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1157021213</td>\n",
       "      <td>0</td>\n",
       "      <td>黄女士</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 101 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       "0              False         1              None         False   \n",
       "1              False         1              None         False   \n",
       "2              False         1              None         False   \n",
       "3              False         1              None         False   \n",
       "4              False         1              None          True   \n",
       "..               ...       ...               ...           ...   \n",
       "25             False         1              None          True   \n",
       "26             False         1              None         False   \n",
       "27             False         1              None         False   \n",
       "28             False         1              None          True   \n",
       "29             False         1              None         False   \n",
       "\n",
       "    canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       "0                 False                        1           1           天河   \n",
       "1                 False                        1           1                \n",
       "2                 False                        1           1                \n",
       "3                 False                        1           1                \n",
       "4                 False                        1           1           海珠   \n",
       "..                  ...            ...       ...         ...          ...   \n",
       "25                False                        1           1           番禺   \n",
       "26                False                        1           1           天河   \n",
       "27                False                        1           1                \n",
       "28                 True                        1           1           天河   \n",
       "29                False                        1           1           黄埔   \n",
       "\n",
       "   cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       "0     763  ...  solr.source_position_query                  1   \n",
       "1     763  ...  solr.source_position_query                  1   \n",
       "2     763  ...  solr.source_position_query                  1   \n",
       "3     489  ...  solr.source_position_query                  1   \n",
       "4     763  ...  solr.source_position_query                  1   \n",
       "..    ...  ...                         ...                ...   \n",
       "25    763  ...  solr.source_position_query                  1   \n",
       "26    763  ...  solr.source_position_query                  1   \n",
       "27    763  ...  solr.source_position_query                  1   \n",
       "28    763  ...  solr.source_position_query                  1   \n",
       "29    763  ...  solr.source_position_query                  1   \n",
       "\n",
       "   staffCard.authenticationState  \\\n",
       "0                              0   \n",
       "1                              0   \n",
       "2                              0   \n",
       "3                              0   \n",
       "4                              0   \n",
       "..                           ...   \n",
       "25                             0   \n",
       "26                             0   \n",
       "27                             0   \n",
       "28                             0   \n",
       "29                             0   \n",
       "\n",
       "                                     staffCard.avatar  staffCard.hrJob  \\\n",
       "0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       "..                                                ...              ...   \n",
       "25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       "26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       "27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       "29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       "\n",
       "   staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       "0                           0                           1086498801   \n",
       "1                           0                           1155178340   \n",
       "2                           0                           1145607005   \n",
       "3                           0                           1082295112   \n",
       "4                           0                           1117353151   \n",
       "..                        ...                     ...          ...   \n",
       "25                          0                           1124821949   \n",
       "26                          0                           1034378724   \n",
       "27                          0                           1145607005   \n",
       "28                          0                           1140366833   \n",
       "29                          0                           1157021213   \n",
       "\n",
       "   staffCard.lastOnlineTime  staffCard.staffName  \n",
       "0                         0                   HR  \n",
       "1                         0                   HR  \n",
       "2                         0                   HR  \n",
       "3                         0                   HR  \n",
       "4                         0                  黄女士  \n",
       "..                      ...                  ...  \n",
       "25                        0                  陈先生  \n",
       "26                        0                  苏女士  \n",
       "27                        0                   HR  \n",
       "28                        0                  陈先生  \n",
       "29                        0                  黄女士  \n",
       "\n",
       "[150 rows x 101 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "4245d4e7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of     alreadyCallPhone applyType campusRootOrgInfo  canBeRegular  \\\n",
       "0              False         1              None         False   \n",
       "1              False         1              None         False   \n",
       "2              False         1              None         False   \n",
       "3              False         1              None         False   \n",
       "4              False         1              None          True   \n",
       "..               ...       ...               ...           ...   \n",
       "25             False         1              None          True   \n",
       "26             False         1              None         False   \n",
       "27             False         1              None         False   \n",
       "28             False         1              None          True   \n",
       "29             False         1              None         False   \n",
       "\n",
       "    canRemoteInternship cardCustomJson  cardType  chatWindow cityDistrict  \\\n",
       "0                 False                        1           1           天河   \n",
       "1                 False                        1           1                \n",
       "2                 False                        1           1                \n",
       "3                 False                        1           1                \n",
       "4                 False                        1           1           海珠   \n",
       "..                  ...            ...       ...         ...          ...   \n",
       "25                False                        1           1           番禺   \n",
       "26                False                        1           1           天河   \n",
       "27                False                        1           1                \n",
       "28                 True                        1           1           天河   \n",
       "29                False                        1           1           黄埔   \n",
       "\n",
       "   cityId  ...          recallSign.gSource recallSign.gWeight  \\\n",
       "0     763  ...  solr.source_position_query                  1   \n",
       "1     763  ...  solr.source_position_query                  1   \n",
       "2     763  ...  solr.source_position_query                  1   \n",
       "3     489  ...  solr.source_position_query                  1   \n",
       "4     763  ...  solr.source_position_query                  1   \n",
       "..    ...  ...                         ...                ...   \n",
       "25    763  ...  solr.source_position_query                  1   \n",
       "26    763  ...  solr.source_position_query                  1   \n",
       "27    763  ...  solr.source_position_query                  1   \n",
       "28    763  ...  solr.source_position_query                  1   \n",
       "29    763  ...  solr.source_position_query                  1   \n",
       "\n",
       "   staffCard.authenticationState  \\\n",
       "0                              0   \n",
       "1                              0   \n",
       "2                              0   \n",
       "3                              0   \n",
       "4                              0   \n",
       "..                           ...   \n",
       "25                             0   \n",
       "26                             0   \n",
       "27                             0   \n",
       "28                             0   \n",
       "29                             0   \n",
       "\n",
       "                                     staffCard.avatar  staffCard.hrJob  \\\n",
       "0   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "1   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "2   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "3   http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "4   https://storage-public.zhaopin.cn/user/avatar/...             HRBP   \n",
       "..                                                ...              ...   \n",
       "25  https://storage-public.zhaopin.cn/user/avatar/...              总经理   \n",
       "26  https://storage-public.zhaopin.cn/user/avatar/...             人事经理   \n",
       "27  http://img09.zhaopin.cn/2012/other/mobile/posi...             人事经理   \n",
       "28  https://fecdn4.zhaopin.cn/rd_zhaopin_com/weex/...             招聘经理   \n",
       "29  https://rd5-public.zhaopin.cn/imgs/avatar_f2.p...               HR   \n",
       "\n",
       "   staffCard.hrOnlineIocState staffCard.hrOnlineState staffCard.id  \\\n",
       "0                           0                           1086498801   \n",
       "1                           0                           1155178340   \n",
       "2                           0                           1145607005   \n",
       "3                           0                           1082295112   \n",
       "4                           0                           1117353151   \n",
       "..                        ...                     ...          ...   \n",
       "25                          0                           1124821949   \n",
       "26                          0                           1034378724   \n",
       "27                          0                           1145607005   \n",
       "28                          0                           1140366833   \n",
       "29                          0                           1157021213   \n",
       "\n",
       "   staffCard.lastOnlineTime  staffCard.staffName  \n",
       "0                         0                   HR  \n",
       "1                         0                   HR  \n",
       "2                         0                   HR  \n",
       "3                         0                   HR  \n",
       "4                         0                  黄女士  \n",
       "..                      ...                  ...  \n",
       "25                        0                  陈先生  \n",
       "26                        0                  苏女士  \n",
       "27                        0                   HR  \n",
       "28                        0                  陈先生  \n",
       "29                        0                  黄女士  \n",
       "\n",
       "[150 rows x 101 columns]>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "6467bee8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>education</th>\n",
       "      <th>name</th>\n",
       "      <th>subJobTypeLevelName</th>\n",
       "      <th>workType</th>\n",
       "      <th>companyName</th>\n",
       "      <th>cityDistrict</th>\n",
       "      <th>property</th>\n",
       "      <th>salary60</th>\n",
       "      <th>publishTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科</td>\n",
       "      <td>直播运营实习生(J10955)</td>\n",
       "      <td>直播运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>广发银行信用卡中心</td>\n",
       "      <td>天河</td>\n",
       "      <td>国企</td>\n",
       "      <td>1千-2千</td>\n",
       "      <td>2023-05-26 00:44:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>本科</td>\n",
       "      <td>校园雇主品牌大使（广州）</td>\n",
       "      <td>市场推广</td>\n",
       "      <td>实习</td>\n",
       "      <td>阿斯利康</td>\n",
       "      <td></td>\n",
       "      <td>外商独资</td>\n",
       "      <td>面议</td>\n",
       "      <td>2023-04-18 15:26:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>（线上在家）兼职 /全职皆可 日均304 不露脸主播</td>\n",
       "      <td>主播</td>\n",
       "      <td>实习</td>\n",
       "      <td>青岛麒裕文化传媒</td>\n",
       "      <td></td>\n",
       "      <td>民营</td>\n",
       "      <td>300-600/天</td>\n",
       "      <td>2023-05-25 17:08:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>本科</td>\n",
       "      <td>校园大使</td>\n",
       "      <td>招聘专员/助理</td>\n",
       "      <td>实习</td>\n",
       "      <td>英威腾</td>\n",
       "      <td></td>\n",
       "      <td>民营</td>\n",
       "      <td>面议</td>\n",
       "      <td>2023-04-06 13:38:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>大专</td>\n",
       "      <td>粤知一二新媒体运营实习生</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>广州川上文化传媒有限公司</td>\n",
       "      <td>海珠</td>\n",
       "      <td>民营</td>\n",
       "      <td>150-200/天</td>\n",
       "      <td>2023-05-25 00:13:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>大专</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>广州茂趣科技有限公司</td>\n",
       "      <td>番禺</td>\n",
       "      <td></td>\n",
       "      <td>100-150/天</td>\n",
       "      <td>2023-05-18 00:16:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>本科</td>\n",
       "      <td>实习生（运营方向）</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>广州阿拉丁物联网络科技股份有限公司</td>\n",
       "      <td>天河</td>\n",
       "      <td>民营</td>\n",
       "      <td>150-200/天</td>\n",
       "      <td>2023-05-24 14:19:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>随时在家工作 时间自由 日结提现不露脸主播</td>\n",
       "      <td>主播</td>\n",
       "      <td>实习</td>\n",
       "      <td>青岛麒裕文化传媒</td>\n",
       "      <td></td>\n",
       "      <td>民营</td>\n",
       "      <td>300-600/天</td>\n",
       "      <td>2023-05-26 10:06:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>摩途商贸佛山有限公司</td>\n",
       "      <td>天河</td>\n",
       "      <td>民营</td>\n",
       "      <td>100-150/天</td>\n",
       "      <td>2023-05-23 12:37:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>本科</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>实习</td>\n",
       "      <td>凡岛网络</td>\n",
       "      <td>黄埔</td>\n",
       "      <td>民营</td>\n",
       "      <td>100-150/天</td>\n",
       "      <td>2023-05-26 00:46:41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   education                        name subJobTypeLevelName workType  \\\n",
       "0         本科             直播运营实习生(J10955)                直播运营       实习   \n",
       "1         本科                校园雇主品牌大使（广州）                市场推广       实习   \n",
       "2       学历不限  （线上在家）兼职 /全职皆可 日均304 不露脸主播                  主播       实习   \n",
       "3         本科                        校园大使             招聘专员/助理       实习   \n",
       "4         大专                粤知一二新媒体运营实习生               新媒体运营       实习   \n",
       "..       ...                         ...                 ...      ...   \n",
       "25        大专                    新媒体运营实习生               新媒体运营       实习   \n",
       "26        本科                   实习生（运营方向）               新媒体运营       实习   \n",
       "27      学历不限       随时在家工作 时间自由 日结提现不露脸主播                  主播       实习   \n",
       "28        大专                    新媒体运营实习生               新媒体运营       实习   \n",
       "29        本科                    新媒体运营实习生               新媒体运营       实习   \n",
       "\n",
       "          companyName cityDistrict property   salary60          publishTime  \n",
       "0           广发银行信用卡中心           天河       国企      1千-2千  2023-05-26 00:44:41  \n",
       "1                阿斯利康                  外商独资         面议  2023-04-18 15:26:45  \n",
       "2            青岛麒裕文化传媒                    民营  300-600/天  2023-05-25 17:08:38  \n",
       "3                 英威腾                    民营         面议  2023-04-06 13:38:20  \n",
       "4        广州川上文化传媒有限公司           海珠       民营  150-200/天  2023-05-25 00:13:18  \n",
       "..                ...          ...      ...        ...                  ...  \n",
       "25         广州茂趣科技有限公司           番禺           100-150/天  2023-05-18 00:16:41  \n",
       "26  广州阿拉丁物联网络科技股份有限公司           天河       民营  150-200/天  2023-05-24 14:19:20  \n",
       "27           青岛麒裕文化传媒                    民营  300-600/天  2023-05-26 10:06:18  \n",
       "28         摩途商贸佛山有限公司           天河       民营  100-150/天  2023-05-23 12:37:59  \n",
       "29               凡岛网络           黄埔       民营  100-150/天  2023-05-26 00:46:41  \n",
       "\n",
       "[150 rows x 9 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx=  df[['education','name','subJobTypeLevelName','workType','companyName','cityDistrict','property','salary60','publishTime']]\n",
    "df_PM_sx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "862c8b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "天河    55\n",
       "      50\n",
       "海珠    15\n",
       "越秀    10\n",
       "黄埔    10\n",
       "番禺     5\n",
       "白云     5\n",
       "Name: cityDistrict, dtype: int64"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['cityDistrict'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "ddb9bdeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['', '海珠', '越秀', '黄埔', '番禺', '白云']"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = df_PM_sx['cityDistrict'].value_counts().index.tolist()[1:]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "5ac71a4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['未知', '海珠', '越秀', '黄埔', '番禺', '白云']\n"
     ]
    }
   ],
   "source": [
    "#处理空集\n",
    "cityDistrict = ['','海珠', '越秀', '黄埔', '番禺', '白云']\n",
    "cityDistrict = [\"未知\" if x == \"\" else x for x in cityDistrict]\n",
    "print(cityDistrict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "a87a298c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[50, 15, 10, 10, 5, 5]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts = df_PM_sx['cityDistrict'].value_counts().values.tolist()[1:]\n",
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "a838e8ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"72aa9d6d17304036a4fbc11cfe48933e\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_72aa9d6d17304036a4fbc11cfe48933e = echarts.init(\n",
       "                    document.getElementById('72aa9d6d17304036a4fbc11cfe48933e'), 'white', {renderer: 'canvas'});\n",
       "                var option_72aa9d6d17304036a4fbc11cfe48933e = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u65b0\\u5a92\\u4f53\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u672a\\u77e5\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\",\n",
       "                    \"value\": 5\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u65b0\\u5a92\\u4f53\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u65b0\\u5a92\\u4f53-map-\\u667a\\u8054\\u62db\\u8058\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_72aa9d6d17304036a4fbc11cfe48933e.setOption(option_72aa9d6d17304036a4fbc11cfe48933e);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1717b079d90>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"新媒体\", [list(z) for z in zip(cityDistrict, counts)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"新媒体-map-智联招聘\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "c7ab5a94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f0654c52ba9d4f2d8c76bc48025ed09c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f0654c52ba9d4f2d8c76bc48025ed09c = echarts.init(\n",
       "                    document.getElementById('f0654c52ba9d4f2d8c76bc48025ed09c'), 'white', {renderer: 'canvas'});\n",
       "                var option_f0654c52ba9d4f2d8c76bc48025ed09c = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u672a\\u77e5\",\n",
       "                    \"value\": 50\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u756a\\u79ba\",\n",
       "                \"\\u767d\\u4e91\",\n",
       "                \"\\u8d8a\\u79c0\",\n",
       "                \"\\u9ec4\\u57d4\",\n",
       "                \"\\u6d77\\u73e0\",\n",
       "                \"\\u672a\\u77e5\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u667a\\u8054\\u62db\\u8058\\u2014\\u65b0\\u5a92\\u4f53-map\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f0654c52ba9d4f2d8c76bc48025ed09c.setOption(option_f0654c52ba9d4f2d8c76bc48025ed09c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17179732e20>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#因为数据太少，地图显示一般，绘制饼图：\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\n",
    "x_data = cityDistrict\n",
    "y_data = counts\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "(\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"智联招聘—新媒体-map\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "    .render_notebook()\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00040e9c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "587524cf",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'df_PM_sx'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-120-e38026de4ed2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# 读取数据\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"df_PM_sx\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;31m# 对数据进行处理\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[0;32m    608\u001b[0m     \u001b[0mkwds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    609\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 610\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    611\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    612\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    460\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    461\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 462\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    463\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    464\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    817\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"has_index_names\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"has_index_names\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    818\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 819\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    820\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    821\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1048\u001b[0m             )\n\u001b[0;32m   1049\u001b[0m         \u001b[1;31m# error: Too many arguments for \"ParserBase\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1050\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmapping\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore[call-arg]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1051\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1052\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_failover_to_python\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1865\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1866\u001b[0m         \u001b[1;31m# open handles\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1867\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_open_handles\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1868\u001b[0m         \u001b[1;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhandles\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1869\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m\"storage_options\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"encoding\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"memory_map\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"compression\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_open_handles\u001b[1;34m(self, src, kwds)\u001b[0m\n\u001b[0;32m   1360\u001b[0m         \u001b[0mLet\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mreaders\u001b[0m \u001b[0mopen\u001b[0m \u001b[0mIOHanldes\u001b[0m \u001b[0mafter\u001b[0m \u001b[0mthey\u001b[0m \u001b[0mare\u001b[0m \u001b[0mdone\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mtheir\u001b[0m \u001b[0mpotential\u001b[0m \u001b[0mraises\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1361\u001b[0m         \"\"\"\n\u001b[1;32m-> 1362\u001b[1;33m         self.handles = get_handle(\n\u001b[0m\u001b[0;32m   1363\u001b[0m             \u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1364\u001b[0m             \u001b[1;34m\"r\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\io\\common.py\u001b[0m in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m    640\u001b[0m                 \u001b[0merrors\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"replace\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    641\u001b[0m             \u001b[1;31m# Encoding\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 642\u001b[1;33m             handle = open(\n\u001b[0m\u001b[0;32m    643\u001b[0m                 \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    644\u001b[0m                 \u001b[0mioargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'df_PM_sx'"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "import pandas as pd\n",
    "\n",
    "# 读取数据\n",
    "df = pd.read_csv(\"df_PM_sx\")\n",
    "\n",
    "# 对数据进行处理\n",
    "city = df[\"cityDistrict\"].tolist()\n",
    "job_count = df[\"count\"].tolist()\n",
    "\n",
    "# 创建地图\n",
    "c = Map()\n",
    "c.add(\"岗位数量\", [list(z) for z in zip(city, job_count)], \"广州\")\n",
    "c.set_global_opts(title_opts=opts.TitleOpts(title=\"广州岗位数量分布图\"),\n",
    "                  visualmap_opts=opts.VisualMapOpts(max_=100, is_piecewise=True))\n",
    "\n",
    "# 渲染并显示地图\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "240b32ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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